Computer Vision: YOLO Custom Object Detection With Colab Free GPU

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Description

Description

Python based YOLO Object Detection using Pre-trained Dataset Models as well as Custom Trained Dataset Models. Case study of coronavirus detector using YOLO.

Basic knowledge

  • A decent configuration computer (preferably Windows) and an enthusiasm to dive into the world Image and Object Recognition using Python

What will you learn

  • Python based YOLO Object Detection using Pre-trained Dataset Models as well as Custom Trained Dataset Models. Case study of coronavirus detector using YOLO

Course CurriculumNumber of Lectures: 42Total Duration: 04:12:36Course Introduction and Table of Contents1 lecture09:17Introduction to YOLO Object Detection1 lecture05:41Environment Setup - …

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Description

Python based YOLO Object Detection using Pre-trained Dataset Models as well as Custom Trained Dataset Models. Case study of coronavirus detector using YOLO.

Basic knowledge

  • A decent configuration computer (preferably Windows) and an enthusiasm to dive into the world Image and Object Recognition using Python

What will you learn

  • Python based YOLO Object Detection using Pre-trained Dataset Models as well as Custom Trained Dataset Models. Case study of coronavirus detector using YOLO

Course CurriculumNumber of Lectures: 42Total Duration: 04:12:36Course Introduction and Table of Contents1 lecture09:17Introduction to YOLO Object Detection1 lecture05:41Environment Setup - Installing Anaconda1 lecture06:55Python Basics (Optional)4 lectures34:08Installing OpenCV Library1 lecture03:41Introduction to CNN - Theory Session1 lecture11:17YOLO Pre-trained Object Detection From Image4 lectures30:10YOLO Pre-trained Object Detection From Image - NMS2 lectures09:42YOLO Pre-trained Object Detection From Realtime Webcam Video1 lecture06:05YOLO Pre-trained Object Detection From Pre-saved Video1 lecture03:06Introduction to Custom Trained YOLO Model1 lecture04:39YOLO Custom Training Phase 1 - Preparing Darknet3 lectures17:23YOLO Custom Training Phase 2 - Data Collection2 lectures09:17YOLO Custom Training Phase 2 - Image Labeling2 lectures12:36YOLO Custom Training Phase 2 - Train Test Split1 lecture05:01YOLO Custom Training Phase 2 - Data Preparation2 lectures12:31YOLO Custom Training Phase 3 - Data Sync2 lectures08:13YOLO Custom Training Phase 4 - Compile and Test Darknet3 lectures16:16YOLO Custom Training Phase 5 - Create Symbolic Link to Drive1 lecture07:52YOLO Custom Training Phase 6 - Start Training4 lectures25:14YOLO Custom Corona virus Detection from Image1 lecture04:28YOLO Custom Corona virus Detection from Video1 lecture03:19Other Real-world Case Studies and Scenarios1 lecture05:36SOURCE CODE AND FILES ATTACHED1 lecture00:00

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There are no frequently asked questions yet. If you have any more questions or need help, contact our customer service.